| Toward Robust Diagnosis: A Contour Attention Preserving Adversarial Defense for COVID-19 Detection | Nov 30, 2022 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| Game Theoretic Mixed Experts for Combinational Adversarial Machine Learning | Nov 26, 2022 | Adversarial Defense | CodeCode Available | 0 |
| Adversarial Defense via Neural Oscillation inspired Gradient Masking | Nov 4, 2022 | Adversarial Defense | —Unverified | 0 |
| Robust Boosting Forests with Richer Deep Feature Hierarchy | Oct 29, 2022 | Adversarial DefenseFace Model | —Unverified | 0 |
| Are You Stealing My Model? Sample Correlation for Fingerprinting Deep Neural Networks | Oct 21, 2022 | Adversarial DefenseTransfer Learning | CodeCode Available | 1 |
| Scaling Adversarial Training to Large Perturbation Bounds | Oct 18, 2022 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Visual Prompting for Adversarial Robustness | Oct 12, 2022 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Boosting Adversarial Robustness From The Perspective of Effective Margin Regularization | Oct 11, 2022 | Adversarial DefenseAdversarial Robustness | —Unverified | 0 |
| A2: Efficient Automated Attacker for Boosting Adversarial Training | Oct 7, 2022 | Adversarial Defense | CodeCode Available | 0 |
| Adversarially Robust Prototypical Few-shot Segmentation with Neural-ODEs | Oct 7, 2022 | Adversarial DefenseFew-Shot Learning | CodeCode Available | 0 |
| Weakly Supervised Invariant Representation Learning Via Disentangling Known and Unknown Nuisance Factors | Sep 15, 2022 | Adversarial DefenseRepresentation Learning | —Unverified | 0 |
| Robust Node Classification on Graphs: Jointly from Bayesian Label Transition and Topology-based Label Propagation | Aug 21, 2022 | Adversarial DefenseDenoising | CodeCode Available | 0 |
| A Multi-objective Memetic Algorithm for Auto Adversarial Attack Optimization Design | Aug 15, 2022 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| Improving Adversarial Robustness via Mutual Information Estimation | Jul 25, 2022 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| An Encryption Method of ConvMixer Models without Performance Degradation | Jul 25, 2022 | Adversarial DefenseClassification | —Unverified | 0 |
| Rethinking Textual Adversarial Defense for Pre-trained Language Models | Jul 21, 2022 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| Defending Substitution-Based Profile Pollution Attacks on Sequential Recommenders | Jul 19, 2022 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| Decorrelative Network Architecture for Robust Electrocardiogram Classification | Jul 19, 2022 | Adversarial AttackAdversarial Defense | CodeCode Available | 0 |
| Threat Model-Agnostic Adversarial Defense using Diffusion Models | Jul 17, 2022 | Adversarial DefenseDenoising | CodeCode Available | 1 |
| Masked Spatial-Spectral Autoencoders Are Excellent Hyperspectral Defenders | Jul 16, 2022 | Adversarial DefenseLearning Theory | —Unverified | 0 |
| Perturbation Inactivation Based Adversarial Defense for Face Recognition | Jul 13, 2022 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Jacobian Norm with Selective Input Gradient Regularization for Improved and Interpretable Adversarial Defense | Jul 9, 2022 | Adversarial Defense | —Unverified | 0 |
| AdvSmo: Black-box Adversarial Attack by Smoothing Linear Structure of Texture | Jun 22, 2022 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| Landscape Learning for Neural Network Inversion | Jun 17, 2022 | Adversarial Defense | —Unverified | 0 |
| Analysis and Extensions of Adversarial Training for Video Classification | Jun 16, 2022 | Action RecognitionAdversarial Defense | CodeCode Available | 0 |
| CARLA-GeAR: a Dataset Generator for a Systematic Evaluation of Adversarial Robustness of Vision Models | Jun 9, 2022 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| EBM Life Cycle: MCMC Strategies for Synthesis, Defense, and Density Modeling | May 24, 2022 | Adversarial DefenseImage Generation | CodeCode Available | 0 |
| Detection of Adversarial Examples in Text Classification: Benchmark and Baseline via Robust Density Estimation | May 1, 2022 | Adversarial DefenseDensity Estimation | CodeCode Available | 0 |
| Self-recoverable Adversarial Examples: A New Effective Protection Mechanism in Social Networks | Apr 26, 2022 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| A Mask-Based Adversarial Defense Scheme | Apr 21, 2022 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| GUARD: Graph Universal Adversarial Defense | Apr 20, 2022 | Adversarial Defense | CodeCode Available | 1 |
| CgAT: Center-Guided Adversarial Training for Deep Hashing-Based Retrieval | Apr 18, 2022 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| DAD: Data-free Adversarial Defense at Test Time | Apr 4, 2022 | Adversarial DefenseDomain Adaptation | —Unverified | 0 |
| Text Adversarial Purification as Defense against Adversarial Attacks | Mar 27, 2022 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| Adversarial Defense via Image Denoising with Chaotic Encryption | Mar 19, 2022 | Adversarial DefenseDenoising | —Unverified | 0 |
| A Survey of Adversarial Defences and Robustness in NLP | Mar 12, 2022 | Adversarial Defensenamed-entity-recognition | —Unverified | 0 |
| A^3D: A Platform of Searching for Robust Neural Architectures and Efficient Adversarial Attacks | Mar 7, 2022 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| Detection of Word Adversarial Examples in Text Classification: Benchmark and Baseline via Robust Density Estimation | Mar 3, 2022 | Adversarial DefenseDensity Estimation | CodeCode Available | 0 |
| LPF-Defense: 3D Adversarial Defense based on Frequency Analysis | Feb 23, 2022 | 3D Point Cloud ClassificationAdversarial Defense | CodeCode Available | 1 |
| Exploring Adversarially Robust Training for Unsupervised Domain Adaptation | Feb 18, 2022 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| Open-set Adversarial Defense with Clean-Adversarial Mutual Learning | Feb 12, 2022 | Adversarial DefenseDenoising | CodeCode Available | 1 |
| Adversarial Attack and Defense of YOLO Detectors in Autonomous Driving Scenarios | Feb 10, 2022 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Layer-wise Regularized Adversarial Training using Layers Sustainability Analysis (LSA) framework | Feb 5, 2022 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| Scale-Invariant Adversarial Attack for Evaluating and Enhancing Adversarial Defenses | Jan 29, 2022 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| Detection of Word Adversarial Examples in NLP: Benchmark and Baseline via Robust Density Estimation | Jan 16, 2022 | Adversarial DefenseDensity Estimation | CodeCode Available | 0 |
| Super-Efficient Super Resolution for Fast Adversarial Defense at the Edge | Dec 29, 2021 | Adversarial Defenseimage-classification | CodeCode Available | 0 |
| Invertible Image Dataset Protection | Dec 29, 2021 | Adversarial Defense | —Unverified | 0 |
| Adaptive Modeling Against Adversarial Attacks | Dec 23, 2021 | Adversarial DefenseDeep Learning | CodeCode Available | 0 |
| Revisiting and Advancing Fast Adversarial Training Through The Lens of Bi-Level Optimization | Dec 23, 2021 | Adversarial Defense | CodeCode Available | 1 |
| All You Need is RAW: Defending Against Adversarial Attacks with Camera Image Pipelines | Dec 16, 2021 | Adversarial DefenseAll | CodeCode Available | 0 |
